{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cntext.plot import wordcloud, wordshiftor, textpic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function wordcloud in module cntext.visualization.visualization:\n",
      "\n",
      "wordcloud(text, title, html_path)\n",
      "    使用pyecharts库绘制词云图\n",
      "    :param text:  中文文本字符串数据\n",
      "    :param title:  词云图标题\n",
      "    :param html_path:  词云图html文件存储路径\n",
      "    :return:\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(wordcloud)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "text1 = \"\"\"在信息化时代，各种各样的数据被广泛采集和利用，有些数据看似无关紧要甚至好像是公开的，但同样关乎国家安全。11月1日是《反间谍法》颁布实施七周年。近年来，国家安全机关按照《反间谍法》《数据安全法》有关规定，依法履行数据安全监管职责，在全国范围内开展涉外数据专项执法行动，发现一些境外数据公司长期、大量、实时搜集我境内船舶数据，数据安全领域的“商业间谍”魅影重重。\n",
    "\n",
    "2020年6月，国家安全机关在反间谍专项行动中发现，有境外数据公司通过网络在境内私下招募“数据贡献员”。广东省湛江市国家安全局据此开展调查，在麻斜军港附近发现有可疑的无线电设备在持续搜集湛江港口舰船数据，并通过互联网实时传往境外。在临近海港的一个居民楼里，国家安全机关工作人员最终锁定了位置。\n",
    "\n",
    "一套简易的无线电设备是AIS陆基基站，用来接收AIS系统发射的船舶数据。AIS系统是船舶身份自动识别系统，国际海事组织要求300总吨以上船舶必须强制安装。船只在航行过程中，通过AIS系统向其他船只和主管部门发送船只航向、航速、目的港等信息，用于航行避让、交通导航、轨迹回溯等功能。国家安全机关查获的设备虽然看上去简陋，功能却十分强大。\n",
    "\n",
    "国家安全机关进一步调查发现，这个基站的来历并不简单。2016年，湛江市的无线电爱好者郑某偶然收到一封境外某海事数据公司发来的邀请邮件。\n",
    "\n",
    "作为资深的无线电爱好者，能免费领取价值几千元的设备还能获取更多的船舶信息，郑某当然心动。而且，这个基站的架设也非常容易，只要简单组装连上家里的网络，自己的任务就算完成。郑某马上浏览了这家公司申请无线电设备的页面，并按对方要求填写了信息。\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "text2 = \"\"\"\n",
    "通知强调，各地商务主管部门要紧紧围绕保供稳价工作目标，压实“菜篮子”市长负责制，细化工作措施；强化横向协作与纵向联动，加强与有关部门的工作协调，形成工作合力；建立完善省际间和本地区联保联供机制，健全有关工作方案，根据形势及时开展跨区域调运；加强市场运行监测，每日跟踪蔬菜、肉类等重点生活必需品供求和价格变化情况，及时预测，及早预警。\n",
    "\n",
    "通知要求，各地支持鼓励大型农产品流通企业与蔬菜、粮油、畜禽养殖等农产品生产基地建立紧密合作关系，签订长期供销协议；耐储蔬菜要提前采购，锁定货源，做好本地菜与客菜之间，北菜与南菜之间、设施菜与露天菜之间的梯次轮换和衔接供应；健全完备本地肉类储备规模及管理制度；北方省份要按时完成本年度冬春蔬菜储备计划，南方省份要根据自身情况建立完善蔬菜储备；及时投放肉类、蔬菜等生活必需品储备，补充市场供应。\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /var/folders/sc/3mnt5tgs419_hk7s16gq61p80000gn/T/jieba.cache\n",
      "Loading model cost 0.652 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "可视化完成，请前往 output/词云图测试.html 查看\n"
     ]
    }
   ],
   "source": [
    "wordcloud(text=text1, \n",
    "          title='词云图测试', \n",
    "          html_path='output/词云图测试.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[词云图测试.html](output/词云图测试.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function wordshiftor in module cntext.visualization.visualization:\n",
      "\n",
      "wordshiftor(text1, text2, title, top_n=50, matplotlib_family='Arial Unicode MS')\n",
      "    使用shifterator库绘制词移图，可用于查看两文本在词语信息熵上的区别\n",
      "    :param text1:  文本数据1；字符串\n",
      "    :param text2:  文本数据2；字符串\n",
      "    :param title:  词移图标题\n",
      "    :param top_n:  显示最常用的前n词； 默认值15\n",
      "    :param matplotlib_family matplotlib中文字体，默认\"Arial Unicode MS\"；如绘图字体乱码请，请参考下面提示\n",
      "    \n",
      "        设置参数matplotlib_family，需要先运行下面代码获取本机字体列表\n",
      "        from matplotlib.font_manager import FontManager\n",
      "        mpl_fonts = set(f.name for f in FontManager().ttflist)\n",
      "        print(mpl_fonts)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(wordshiftor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordshiftor(text1=text1, \n",
    "            text2=text2, \n",
    "            title='两文本对比')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 419.528x595.276 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "textpic(title='PYTHON测试', \n",
    "        subtitle='使用Python生成图片', \n",
    "        font='data/Alibaba-PuHuiTi-Bold.otf', \n",
    "        titlesize=1.8, \n",
    "        subsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](output/result.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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